Triple

T201262
Position Surface form Disambiguated ID Type / Status
Subject United States Department of Education E4508 entity
Predicate overseesProgram P86 FINISHED
Object Federal Direct Student Loan Program
The Federal Direct Student Loan Program is a U.S. government initiative that provides low-interest loans directly to students and parents to help pay for higher education.
E25868 NE FINISHED

How this triple was built (4 steps)

Every LLM step that produced this triple, in pipeline order — named-entity classification, the disambiguation choices (the exact options shown, with the pick highlighted), and the generated description. The batch + timestamp of each is in the Provenance table below.

NER Named-entity recognition gpt-5-mini
Instruction
Given a phrase, classify it is english named entity (e.g., persons, organizations, works of art) in Latin script, or not (e.g., literals, dates, URLs, verbose phrases). For disambiguation, the statement where the phrase occurs as object is also given. Please return a JSON object with `phrase` (string, the phrase being analyzed) and `is_ne` (boolean, indicating whether the phrase is a Named Entity).
Input
Phrase: Federal Direct Student Loan Program | Statement: [United States Department of Education, overseesProgram, Federal Direct Student Loan Program]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Federal Direct Student Loan Program
Context triple: [United States Department of Education, overseesProgram, Federal Direct Student Loan Program]
  • A. Federal Pell Grant Program
    The Federal Pell Grant Program is a U.S. federal financial aid initiative that provides need-based grants to low-income undergraduate students to help pay for college expenses.
  • B. Gaining Early Awareness and Readiness for Undergraduate Programs (GEAR UP)
    Gaining Early Awareness and Readiness for Undergraduate Programs (GEAR UP) is a U.S. federal initiative that supports low-income and underserved students in preparing for and succeeding in postsecondary education through long-term, cohort-based services and scholarships.
  • C. United States Department of Education
    The United States Department of Education is a federal executive agency responsible for establishing national education policy, administering federal financial aid, and overseeing and accrediting educational institutions across the country.
  • D. FHA 203(b) basic home mortgage program
    The FHA 203(b) basic home mortgage program is the Federal Housing Administration’s primary loan insurance program that helps homebuyers, particularly first-time and lower-income borrowers, obtain affordable, low–down payment mortgages for one- to four-family homes.
  • E. Federal Housing Administration
    The Federal Housing Administration is a U.S. government agency that provides mortgage insurance to encourage lenders to offer affordable home loans, particularly to first-time and lower-income buyers.
  • F. None of above. chosen
  • G. Unsure - the case is ambiguous/there is not enough information to decide.
NEDg Description generation gpt-5.1
Instruction
Generate a one-sentence description of the target entity. 
You are given a context triple in the form (subject, predicate, object), where the object is the target entity. 
# Instructions
Use the triple to infer relevant information about the entity. Describe the entity based on what is most defining, well-known. 
Avoid repeating the information from the triple, unless really essential.
# Response Format
Return only the sentence: "Description: [one-sentence description of the target entity]"
Input
Entity: Federal Direct Student Loan Program
Triple: [United States Department of Education, overseesProgram, Federal Direct Student Loan Program]
Generated description
The Federal Direct Student Loan Program is a U.S. government initiative that provides low-interest loans directly to students and parents to help pay for higher education.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Federal Direct Student Loan Program
Target entity description: The Federal Direct Student Loan Program is a U.S. government initiative that provides low-interest loans directly to students and parents to help pay for higher education.
  • A. Federal Pell Grant Program
    The Federal Pell Grant Program is a U.S. federal financial aid initiative that provides need-based grants to low-income undergraduate students to help pay for college expenses.
  • B. Gaining Early Awareness and Readiness for Undergraduate Programs (GEAR UP)
    Gaining Early Awareness and Readiness for Undergraduate Programs (GEAR UP) is a U.S. federal initiative that supports low-income and underserved students in preparing for and succeeding in postsecondary education through long-term, cohort-based services and scholarships.
  • C. United States Department of Education
    The United States Department of Education is a federal executive agency responsible for establishing national education policy, administering federal financial aid, and overseeing and accrediting educational institutions across the country.
  • D. FHA 203(b) basic home mortgage program
    The FHA 203(b) basic home mortgage program is the Federal Housing Administration’s primary loan insurance program that helps homebuyers, particularly first-time and lower-income borrowers, obtain affordable, low–down payment mortgages for one- to four-family homes.
  • E. Federal Housing Administration
    The Federal Housing Administration is a U.S. government agency that provides mortgage insurance to encourage lenders to offer affordable home loans, particularly to first-time and lower-income buyers.
  • F. None of above. chosen

Provenance (5 batches)

The batch behind each pipeline step, in order, with when it ran. Timestamps are batch-level — stages were processed in waves, so the object chain (NER → NED1 → NEDg → NED2) reads in order, but predicate / elicitation batches can sit in a different wave.

Step Stage Batch ID Status When
creating Elicitation batch_69a25737567c81908f9c505300239181 completed Feb. 28, 2026, 2:47 a.m.
NER Named-entity recognition batch_69a25be5a6d081909723b23a6361d6ea completed Feb. 28, 2026, 3:07 a.m.
NED1 Entity disambiguation (via context triple) batch_69a32813ed0c8190bebd5129eb5ebfe7 completed Feb. 28, 2026, 5:38 p.m.
NEDg Description generation batch_69a32878fab08190958af14704020692 completed Feb. 28, 2026, 5:40 p.m.
NED2 Entity disambiguation (via description) batch_69a3290cda5481909b6e04cb869d60d8 completed Feb. 28, 2026, 5:42 p.m.
Created at: Feb. 28, 2026, 2:51 a.m.